vowel

Dataset statistics

Number of variables	14
Number of observations	990
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	108.4 KiB
Average record size in memory	112.1 B

Variable types

NUM	12
BOOL	2

Reproduction

Analysis started	2020-08-25 02:02:30.794706
Analysis finished	2020-08-25 02:02:56.100703
Duration	25.31 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`target` is uniformly distributed	Uniform
`Speaker Number` has 66 (6.7%) zeros	Zeros
`target` has 90 (9.1%) zeros	Zeros

Train or Test
Boolean

Distinct count	2
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

1	528
0	462

Frequency Table

Value	Count	Frequency (%)
1	528	53.3%
0	462	46.7%

Speaker Number
Real number (ℝ_≥0)

ZEROS

Distinct count	15
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.0
Minimum	0
Maximum	14
Zeros	66
Zeros (%)	6.7%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	11
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.322677521
Coefficient of variation (CV)	0.6175253601
Kurtosis	-1.210766135
Mean	7
Median Absolute Deviation (MAD)	4
Skewness	0
Sum	6930
Variance	18.68554095

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14	66	6.7%
13	66	6.7%
12	66	6.7%
11	66	6.7%
10	66	6.7%
9	66	6.7%
8	66	6.7%
7	66	6.7%
6	66	6.7%
5	66	6.7%
4	66	6.7%
3	66	6.7%
2	66	6.7%
1	66	6.7%
0	66	6.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	66	6.7%
1	66	6.7%
2	66	6.7%
3	66	6.7%
4	66	6.7%
5	66	6.7%
6	66	6.7%
7	66	6.7%
8	66	6.7%
9	66	6.7%

Value	Count	Frequency (%)
14	66	6.7%
13	66	6.7%
12	66	6.7%
11	66	6.7%
10	66	6.7%
9	66	6.7%
8	66	6.7%
7	66	6.7%
6	66	6.7%
5	66	6.7%

Sex
Boolean

Distinct count	2
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

1	528
0	462

Frequency Table

Value	Count	Frequency (%)
1	528	53.3%
0	462	46.7%

Feature 0
Real number (ℝ)

Distinct count	853
Unique (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-3.203740404040404
Minimum	-5.211
Maximum	-0.941
Zeros	0
Zeros (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-5.211
5-th percentile	-4.66925
Q1	-3.88775
median	-3.1455
Q3	-2.6025
95-th percentile	-1.7658
Maximum	-0.941
Range	4.27
Interquartile range (IQR)	1.28525

Descriptive statistics

Standard deviation	0.868987204
Coefficient of variation (CV)	-0.2712414535
Kurtosis	-0.4939015008
Mean	-3.203740404
Median Absolute Deviation (MAD)	0.6325
Skewness	0.06639794475
Sum	-3171.703
Variance	0.7551387607

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-4.039	3	0.3%
-3.242	3	0.3%
-3.661	3	0.3%
-2.973	3	0.3%
-4.316	3	0.3%
-2.489	3	0.3%
-4.052	3	0.3%
-4.047	3	0.3%
-4.471	3	0.3%
-3.065	3	0.3%
-3.034	3	0.3%
-3	3	0.3%
-2.445	2	0.2%
-2.859	2	0.2%
-3.015	2	0.2%
-4.094	2	0.2%
-4.045	2	0.2%
-4.172	2	0.2%
-4.083	2	0.2%
-2.696	2	0.2%
-4.756	2	0.2%
-4.049	2	0.2%
-3.055	2	0.2%
-2.852	2	0.2%
-4.21	2	0.2%
Other values (828)	928	93.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.211	1	0.1%
-5.158	1	0.1%
-5.143	1	0.1%
-5.131	1	0.1%
-5.125	1	0.1%
-5.124	1	0.1%
-5.105	1	0.1%
-5.08	1	0.1%
-5.069	1	0.1%
-5.058	1	0.1%

Value	Count	Frequency (%)
-0.941	1	0.1%
-0.961	1	0.1%
-1.012	1	0.1%
-1.077	1	0.1%
-1.093	1	0.1%
-1.123	1	0.1%
-1.149	1	0.1%
-1.202	1	0.1%
-1.215	1	0.1%
-1.22	1	0.1%

Feature 1
Real number (ℝ)

Distinct count	877
Unique (%)	88.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.8817636363636365
Minimum	-1.274
Maximum	5.074
Zeros	0
Zeros (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.274
5-th percentile	-0.09695
Q1	1.0515
median	1.8765
Q3	2.738
95-th percentile	3.7403
Maximum	5.074
Range	6.348
Interquartile range (IQR)	1.6865

Descriptive statistics

Standard deviation	1.175272004
Coefficient of variation (CV)	0.6245587817
Kurtosis	-0.3951885936
Mean	1.881763636
Median Absolute Deviation (MAD)	0.8435
Skewness	-0.0427626963
Sum	1862.946
Variance	1.381264284

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.01	3	0.3%
3.582	3	0.3%
1.784	3	0.3%
2.141	3	0.3%
1.724	3	0.3%
1.952	3	0.3%
2.091	3	0.3%
2.83	2	0.2%
2.067	2	0.2%
3.229	2	0.2%
1.655	2	0.2%
1.633	2	0.2%
1.925	2	0.2%
1.984	2	0.2%
1.954	2	0.2%
3.188	2	0.2%
2.026	2	0.2%
1.968	2	0.2%
0.117	2	0.2%
0.988	2	0.2%
3.557	2	0.2%
3.344	2	0.2%
3.014	2	0.2%
1.09	2	0.2%
2.027	2	0.2%
Other values (852)	933	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.274	1	0.1%
-1.137	1	0.1%
-1.074	1	0.1%
-1.027	1	0.1%
-0.956	1	0.1%
-0.926	1	0.1%
-0.922	1	0.1%
-0.904	1	0.1%
-0.86	1	0.1%
-0.826	1	0.1%

Value	Count	Frequency (%)
5.074	1	0.1%
4.993	1	0.1%
4.976	1	0.1%
4.846	1	0.1%
4.643	1	0.1%
4.637	1	0.1%
4.569	1	0.1%
4.5	1	0.1%
4.49	1	0.1%
4.461	1	0.1%

Feature 2
Real number (ℝ)

Distinct count	815
Unique (%)	82.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5077696969696969
Minimum	-2.487
Maximum	1.431
Zeros	0
Zeros (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2.487
5-th percentile	-1.62265
Q1	-0.97575
median	-0.5725
Q3	-0.06875
95-th percentile	0.83
Maximum	1.431
Range	3.918
Interquartile range (IQR)	0.907

Descriptive statistics

Standard deviation	0.7119482544
Coefficient of variation (CV)	-1.402108591
Kurtosis	-0.1522731915
Mean	-0.507769697
Median Absolute Deviation (MAD)	0.444
Skewness	0.2355739821
Sum	-502.692
Variance	0.506870317

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.389	5	0.5%
-0.716	4	0.4%
-0.816	4	0.4%
0.157	4	0.4%
-1.593	4	0.4%
-0.088	3	0.3%
-1.029	3	0.3%
-1.13	3	0.3%
-0.415	3	0.3%
-0.87	3	0.3%
-0.823	3	0.3%
-0.433	3	0.3%
-0.71	3	0.3%
-0.31	3	0.3%
0.267	3	0.3%
-0.899	3	0.3%
-1.142	3	0.3%
-0.607	3	0.3%
-1.007	2	0.2%
0.308	2	0.2%
-0.801	2	0.2%
-0.514	2	0.2%
-0.574	2	0.2%
-0.738	2	0.2%
0.102	2	0.2%
Other values (790)	916	92.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.487	1	0.1%
-2.433	1	0.1%
-2.423	1	0.1%
-2.29	1	0.1%
-2.266	1	0.1%
-2.254	1	0.1%
-2.091	1	0.1%
-2.07	1	0.1%
-2.041	1	0.1%
-2.02	2	0.2%

Value	Count	Frequency (%)
1.431	1	0.1%
1.413	1	0.1%
1.381	1	0.1%
1.364	1	0.1%
1.312	1	0.1%
1.283	1	0.1%
1.244	1	0.1%
1.231	1	0.1%
1.216	1	0.1%
1.14	1	0.1%

Feature 3
Real number (ℝ)

Distinct count	836
Unique (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5154828282828282
Minimum	-1.409
Maximum	2.377
Zeros	1
Zeros (%)	0.1%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.409
5-th percentile	-0.67485
Q1	-0.0655
median	0.4335
Q3	1.096
95-th percentile	1.771
Maximum	2.377
Range	3.786
Interquartile range (IQR)	1.1615

Descriptive statistics

Standard deviation	0.7592613429
Coefficient of variation (CV)	1.472912969
Kurtosis	-0.7621395185
Mean	0.5154828283
Median Absolute Deviation (MAD)	0.559
Skewness	0.1289390736
Sum	510.328
Variance	0.5764777869

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.699	4	0.4%
0.147	4	0.4%
0.234	4	0.4%
-0.364	3	0.3%
0.336	3	0.3%
-0.016	3	0.3%
0.324	3	0.3%
-0.152	3	0.3%
0.214	3	0.3%
0.814	3	0.3%
0.305	3	0.3%
1.501	3	0.3%
1.307	3	0.3%
-0.396	3	0.3%
0.555	3	0.3%
0.304	3	0.3%
-0.343	3	0.3%
0.937	3	0.3%
0.205	2	0.2%
0.685	2	0.2%
1.508	2	0.2%
1.341	2	0.2%
0.439	2	0.2%
0.37	2	0.2%
0.656	2	0.2%
Other values (811)	919	92.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.409	1	0.1%
-1.332	1	0.1%
-1.247	1	0.1%
-1.215	1	0.1%
-1.197	1	0.1%
-1.127	1	0.1%
-1.09	1	0.1%
-1.047	1	0.1%
-1.044	1	0.1%
-1.041	1	0.1%

Value	Count	Frequency (%)
2.377	1	0.1%
2.307	1	0.1%
2.302	1	0.1%
2.287	1	0.1%
2.191	1	0.1%
2.163	1	0.1%
2.129	1	0.1%
2.106	1	0.1%
2.038	1	0.1%
2.023	2	0.2%

Feature 4
Real number (ℝ)

Distinct count	803
Unique (%)	81.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.30565757575757574
Minimum	-2.127
Maximum	1.831
Zeros	2
Zeros (%)	0.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2.127
5-th percentile	-1.38185
Q1	-0.769
median	-0.299
Q3	0.1695
95-th percentile	0.753
Maximum	1.831
Range	3.958
Interquartile range (IQR)	0.9385

Descriptive statistics

Standard deviation	0.6646022606
Coefficient of variation (CV)	-2.174335967
Kurtosis	-0.2726524234
Mean	-0.3056575758
Median Absolute Deviation (MAD)	0.47
Skewness	0.01649917601
Sum	-302.601
Variance	0.4416961647

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.044	6	0.6%
-0.131	4	0.4%
0.126	4	0.4%
0.447	3	0.3%
-0.348	3	0.3%
-0.436	3	0.3%
-1.169	3	0.3%
-0.693	3	0.3%
-0.484	3	0.3%
-0.164	3	0.3%
0.127	3	0.3%
-0.194	3	0.3%
-0.072	3	0.3%
0.215	3	0.3%
-0.159	3	0.3%
0.026	3	0.3%
-0.312	3	0.3%
-0.386	3	0.3%
-0.298	3	0.3%
-0.612	3	0.3%
0.658	3	0.3%
-0.372	3	0.3%
-1.164	3	0.3%
-0.542	3	0.3%
-0.019	3	0.3%
Other values (778)	910	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.127	1	0.1%
-2.088	1	0.1%
-2.014	1	0.1%
-1.995	1	0.1%
-1.953	1	0.1%
-1.906	1	0.1%
-1.905	1	0.1%
-1.841	1	0.1%
-1.815	1	0.1%
-1.765	1	0.1%

Value	Count	Frequency (%)
1.831	1	0.1%
1.751	1	0.1%
1.618	1	0.1%
1.59	1	0.1%
1.587	1	0.1%
1.529	1	0.1%
1.114	1	0.1%
1.112	1	0.1%
1.106	1	0.1%
1.104	1	0.1%

Feature 5
Real number (ℝ)

Distinct count	798
Unique (%)	80.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6302444444444445
Minimum	-0.836
Maximum	2.327
Zeros	0
Zeros (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.836
5-th percentile	-0.29055
Q1	0.196
median	0.552
Q3	1.0285
95-th percentile	1.72365
Maximum	2.327
Range	3.163
Interquartile range (IQR)	0.8325

Descriptive statistics

Standard deviation	0.6038710806
Coefficient of variation (CV)	0.9581537543
Kurtosis	-0.2863787705
Mean	0.6302444444
Median Absolute Deviation (MAD)	0.409
Skewness	0.3570604221
Sum	623.942
Variance	0.3646602819

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.047	4	0.4%
1.045	4	0.4%
0.941	4	0.4%
0.381	4	0.4%
0.536	3	0.3%
1.044	3	0.3%
0.788	3	0.3%
0.406	3	0.3%
0.532	3	0.3%
0.41	3	0.3%
0.539	3	0.3%
0.226	3	0.3%
0.176	3	0.3%
0.159	3	0.3%
0.329	3	0.3%
0.285	3	0.3%
0.125	3	0.3%
0.081	3	0.3%
0.78	3	0.3%
0.805	3	0.3%
0.352	3	0.3%
0.287	3	0.3%
0.588	3	0.3%
0.498	3	0.3%
1.125	3	0.3%
Other values (773)	911	92.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.836	1	0.1%
-0.821	1	0.1%
-0.817	1	0.1%
-0.803	1	0.1%
-0.687	1	0.1%
-0.67	1	0.1%
-0.661	1	0.1%
-0.617	1	0.1%
-0.616	1	0.1%
-0.545	1	0.1%

Value	Count	Frequency (%)
2.327	1	0.1%
2.29	1	0.1%
2.268	1	0.1%
2.266	1	0.1%
2.252	1	0.1%
2.169	1	0.1%
2.108	1	0.1%
2.079	1	0.1%
2.059	1	0.1%
2.049	1	0.1%

Feature 6
Real number (ℝ)

Distinct count	748
Unique (%)	75.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0043646464646464695
Minimum	-1.537
Maximum	1.403
Zeros	2
Zeros (%)	0.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.537
5-th percentile	-0.79805
Q1	-0.307
median	0.022
Q3	0.2965
95-th percentile	0.74375
Maximum	1.403
Range	2.94
Interquartile range (IQR)	0.6035

Descriptive statistics

Standard deviation	0.4619268382
Coefficient of variation (CV)	-105.8337352
Kurtosis	0.1524368802
Mean	-0.004364646465
Median Absolute Deviation (MAD)	0.298
Skewness	-0.2061520456
Sum	-4.321
Variance	0.2133764038

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.197	4	0.4%
0.051	4	0.4%
-0.317	4	0.4%
0.162	4	0.4%
0.067	4	0.4%
-0.328	4	0.4%
0.12	4	0.4%
0.049	4	0.4%
0.121	4	0.4%
0.187	4	0.4%
0.144	4	0.4%
-0.061	4	0.4%
0.198	4	0.4%
0.403	4	0.4%
0.317	4	0.4%
0.088	3	0.3%
0.348	3	0.3%
0.174	3	0.3%
-0.094	3	0.3%
0.127	3	0.3%
0.535	3	0.3%
0.543	3	0.3%
-0.137	3	0.3%
0.212	3	0.3%
0.252	3	0.3%
Other values (723)	900	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.537	1	0.1%
-1.454	1	0.1%
-1.441	1	0.1%
-1.363	1	0.1%
-1.333	1	0.1%
-1.282	1	0.1%
-1.275	1	0.1%
-1.273	1	0.1%
-1.234	1	0.1%
-1.219	1	0.1%

Value	Count	Frequency (%)
1.403	1	0.1%
1.286	1	0.1%
1.209	1	0.1%
1.202	1	0.1%
1.172	1	0.1%
1.16	1	0.1%
1.059	1	0.1%
1.014	1	0.1%
1.003	1	0.1%
0.975	1	0.1%

Feature 7
Real number (ℝ)

Distinct count	794
Unique (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33655252525252527
Minimum	-1.293
Maximum	2.039
Zeros	0
Zeros (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.293
5-th percentile	-0.5902
Q1	-0.09575
median	0.328
Q3	0.77
95-th percentile	1.2901
Maximum	2.039
Range	3.332
Interquartile range (IQR)	0.86575

Descriptive statistics

Standard deviation	0.5733020111
Coefficient of variation (CV)	1.70345479
Kurtosis	-0.4894416536
Mean	0.3365525253
Median Absolute Deviation (MAD)	0.4325
Skewness	0.005957425489
Sum	333.187
Variance	0.3286751959

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.175	5	0.5%
0.502	4	0.4%
0.036	4	0.4%
-0.468	3	0.3%
0.272	3	0.3%
-0.45	3	0.3%
0.862	3	0.3%
0.761	3	0.3%
0.716	3	0.3%
-0.231	3	0.3%
0.336	3	0.3%
0.676	3	0.3%
0.172	3	0.3%
0.613	3	0.3%
-0.282	3	0.3%
0.305	3	0.3%
0.723	3	0.3%
0.702	3	0.3%
0.82	3	0.3%
0.693	3	0.3%
0.832	3	0.3%
-0.137	3	0.3%
-0.047	3	0.3%
-0.016	3	0.3%
0.274	3	0.3%
Other values (769)	911	92.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.293	1	0.1%
-1.211	1	0.1%
-1.191	1	0.1%
-1.082	1	0.1%
-1.079	1	0.1%
-0.982	1	0.1%
-0.949	1	0.1%
-0.947	1	0.1%
-0.916	1	0.1%
-0.887	1	0.1%

Value	Count	Frequency (%)
2.039	1	0.1%
1.972	1	0.1%
1.939	1	0.1%
1.77	1	0.1%
1.674	1	0.1%
1.673	1	0.1%
1.667	1	0.1%
1.614	1	0.1%
1.597	1	0.1%
1.583	1	0.1%

Feature 8
Real number (ℝ)

Distinct count	788
Unique (%)	79.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.3029757575757576
Minimum	-1.6130000000000002
Maximum	1.3090000000000002
Zeros	0
Zeros (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.613
5-th percentile	-1.2702
Q1	-0.704
median	-0.3025
Q3	0.09375
95-th percentile	0.62065
Maximum	1.309
Range	2.922
Interquartile range (IQR)	0.79775

Descriptive statistics

Standard deviation	0.570161616
Coefficient of variation (CV)	-1.88187207
Kurtosis	-0.4570102014
Mean	-0.3029757576
Median Absolute Deviation (MAD)	0.4015
Skewness	0.05386976153
Sum	-299.946
Variance	0.3250842684

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.387	4	0.4%
-0.283	4	0.4%
0.023	4	0.4%
-0.358	4	0.4%
-0.677	4	0.4%
0.05	3	0.3%
-0.162	3	0.3%
-0.721	3	0.3%
-0.3	3	0.3%
-0.307	3	0.3%
-0.165	3	0.3%
-0.268	3	0.3%
-0.277	3	0.3%
-0.614	3	0.3%
-0.54	3	0.3%
0.123	3	0.3%
0.033	3	0.3%
-0.687	3	0.3%
-0.178	3	0.3%
-0.577	3	0.3%
-0.809	3	0.3%
-0.541	3	0.3%
-0.874	3	0.3%
-0.611	3	0.3%
-0.473	3	0.3%
Other values (763)	910	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.613	1	0.1%
-1.609	1	0.1%
-1.569	1	0.1%
-1.558	1	0.1%
-1.555	1	0.1%
-1.538	1	0.1%
-1.521	1	0.1%
-1.52	1	0.1%
-1.515	1	0.1%
-1.507	1	0.1%

Value	Count	Frequency (%)
1.309	1	0.1%
1.206	1	0.1%
1.127	1	0.1%
1.103	1	0.1%
1.074	1	0.1%
1.073	1	0.1%
1.058	1	0.1%
1.045	1	0.1%
1.02	1	0.1%
1.007	1	0.1%

Feature 9
Real number (ℝ)

Distinct count	775
Unique (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.07133939393939392
Minimum	-1.68
Maximum	1.396
Zeros	1
Zeros (%)	0.1%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.68
5-th percentile	-0.9361
Q1	-0.548
median	-0.1565
Q3	0.371
95-th percentile	0.995
Maximum	1.396
Range	3.076
Interquartile range (IQR)	0.919

Descriptive statistics

Standard deviation	0.6039854976
Coefficient of variation (CV)	-8.466367097
Kurtosis	-0.7577231771
Mean	-0.07133939394
Median Absolute Deviation (MAD)	0.4405
Skewness	0.2957696848
Sum	-70.626
Variance	0.3647984813

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.301	5	0.5%
0.168	4	0.4%
0.41	4	0.4%
-0.343	4	0.4%
-0.267	4	0.4%
-0.456	4	0.4%
0.19	3	0.3%
-0.391	3	0.3%
-0.413	3	0.3%
-0.525	3	0.3%
-0.564	3	0.3%
-0.318	3	0.3%
-0.322	3	0.3%
-0.562	3	0.3%
-0.507	3	0.3%
-0.109	3	0.3%
-0.074	3	0.3%
0.198	3	0.3%
-0.548	3	0.3%
-0.256	3	0.3%
-0.764	3	0.3%
-0.118	3	0.3%
-0.06	3	0.3%
-0.25	3	0.3%
-0.259	2	0.2%
Other values (750)	909	91.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.68	1	0.1%
-1.518	1	0.1%
-1.484	1	0.1%
-1.399	1	0.1%
-1.32	1	0.1%
-1.297	1	0.1%
-1.241	1	0.1%
-1.226	1	0.1%
-1.205	1	0.1%
-1.197	1	0.1%

Value	Count	Frequency (%)
1.396	1	0.1%
1.294	1	0.1%
1.291	1	0.1%
1.245	1	0.1%
1.214	1	0.1%
1.206	1	0.1%
1.193	1	0.1%
1.184	1	0.1%
1.18	1	0.1%
1.177	1	0.1%

target
Real number (ℝ_≥0)

UNIFORM
ZEROS

Distinct count	11
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.0
Minimum	0
Maximum	10
Zeros	90
Zeros (%)	9.1%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.163875981
Coefficient of variation (CV)	0.6327751962
Kurtosis	-1.220098918
Mean	5
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	4950
Variance	10.01011122

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	90	9.1%
9	90	9.1%
8	90	9.1%
7	90	9.1%
6	90	9.1%
5	90	9.1%
4	90	9.1%
3	90	9.1%
2	90	9.1%
1	90	9.1%
0	90	9.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	90	9.1%
1	90	9.1%
2	90	9.1%
3	90	9.1%
4	90	9.1%
5	90	9.1%
6	90	9.1%
7	90	9.1%
8	90	9.1%
9	90	9.1%

Value	Count	Frequency (%)
10	90	9.1%
9	90	9.1%
8	90	9.1%
7	90	9.1%
6	90	9.1%
5	90	9.1%
4	90	9.1%
3	90	9.1%
2	90	9.1%
1	90	9.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Train or Test	Sex	Feature 0	Feature 1	Feature 2	Feature 3	Feature 4	Feature 5	Feature 6	Feature 7	Feature 8	Feature 9	target
0	1	1	-3.639	0.418	-0.670	1.779	-0.168	1.627	-0.388	0.529	-0.874	-0.814	8
1	1	1	-3.327	0.496	-0.694	1.365	-0.265	1.933	-0.363	0.510	-0.621	-0.488	2
2	1	1	-2.120	0.894	-1.576	0.147	-0.707	1.559	-0.579	0.676	-0.809	-0.049	1
3	1	1	-2.287	1.809	-1.498	1.012	-1.053	1.060	-0.567	0.235	-0.091	-0.795	0
4	1	1	-2.598	1.938	-0.846	1.062	-1.633	0.764	0.394	-0.150	0.277	-0.396	5
5	1	1	-2.852	1.914	-0.755	0.825	-1.588	0.855	0.217	-0.246	0.238	-0.365	6
6	1	1	-3.482	2.524	-0.433	1.048	-1.995	0.902	0.322	0.450	0.377	-0.366	3
7	1	1	-3.941	2.305	0.124	1.771	-1.815	0.593	-0.435	0.992	0.575	-0.301	9
8	1	1	-3.860	2.116	-0.939	0.688	-0.675	1.679	-0.512	0.928	-0.167	-0.434	4
9	1	1	-3.648	1.812	-1.378	1.578	0.065	1.577	-0.466	0.702	0.060	-0.836	10

Last rows

	Speaker Number	Feature 0	Feature 1	Feature 2	Feature 3	Feature 4	Feature 5	Feature 6	Feature 7	Feature 8	Feature 9	target
980	14	-3.620	1.066	0.158	1.393	0.879	1.020	-0.090	0.087	-1.333	0.585	2
981	14	-3.468	1.810	-0.390	1.550	-0.084	-0.008	-0.482	-0.231	-0.724	0.967	1
982	14	-2.795	1.957	-1.259	0.790	-0.274	0.078	-0.114	0.005	-0.309	1.142	0
983	14	-3.002	2.944	-1.379	-0.188	-0.131	0.957	0.346	-0.392	-0.711	0.617	5
984	14	-2.924	2.731	-1.138	0.066	0.100	0.683	0.162	-0.399	-0.882	0.827	6
985	14	-3.239	3.083	-1.427	-0.202	-0.282	1.421	0.576	0.068	-0.914	0.147	3
986	14	-3.753	3.605	-0.899	-0.747	-0.401	1.765	0.620	0.754	-0.835	-0.301	9
987	14	-3.980	2.459	0.068	0.023	0.237	1.029	-0.189	0.521	-0.773	-0.500	4
988	14	-4.264	2.925	0.065	0.794	0.323	0.515	-1.282	-0.140	-0.863	-0.390	10
989	14	-3.291	2.324	-0.679	0.285	0.441	0.557	-0.227	0.115	-1.046	0.697	7

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows